{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Ice Sheets and Climate - Eric Keenan - Homework # 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import datetime\n",
    "from pandas.plotting import register_matplotlib_converters\n",
    "register_matplotlib_converters()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to load in aws data\n",
    "def aws_timeseries(file_path, column_num):\n",
    "\n",
    "    # File Path (absolute path)\n",
    "    file_path = file_path\n",
    "\n",
    "    # Get number of timesteps\n",
    "    with open(file_path, 'r') as myfile:\n",
    "        data = myfile.readlines()\n",
    "    rows = len(data)\n",
    "\n",
    "    # Get data\n",
    "    time = []\n",
    "    value = []\n",
    "    for j in range(0, rows):\n",
    "        line = data[j][:]\n",
    "        \n",
    "        # Parse the line\n",
    "        line = line.split()\n",
    "        time.append(datetime.strptime(line[0],'%Y/%m/%d'))\n",
    "        value.append(float(line[column_num]))\n",
    "\n",
    "    # Convert to Data Frame\n",
    "    time_series = pd.DataFrame(value, index = time)\n",
    "    time_series = time_series.replace(-999.50000, np.nan)\n",
    "    \n",
    "    # Trim to year\n",
    "    time_series = time_series.truncate(before=pd.to_datetime(\"1998-01-01 00:00:00\"), \\\n",
    "                                       after=pd.to_datetime(\"1998-12-31 00:00:00\"))\n",
    "\n",
    "    return time_series"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Problem 1\n",
    "#### 1.a. The temperature and wind sensors height above the snow surface changes with time as the station becomes burried. Thus to provide a consistent record the observations are corrected to 2 m and 10 m above the surface.\n",
    "#### 1.b. For this assignment we will look at year 1998."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Problem 2 - AWS 4\n",
    "#### 2.a. 2 m air temperature is generally higher in the summer and with larger variability in the winter than summer. At AWS 4 there is no readily apparent seasonal cycle in wind speed. However there is large variability in daily averaged wind speeds. Notably two periods of low wind speed in winter coincide with large surface inversions, likely due to a lack of turbulence caused by low wind speed.\n",
    "#### 2.b. Difference between surface temperature and 2 m air temperature are largest on cold winter days with low wind speed. This is important for the sensible heat flux which is driven by a near surface temperature gradient! See scatter plots below. The difference is smallest on windy days."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# File paths\n",
    "aws4_path = \"AWS4_DAY.txt\"\n",
    "aws9_path = \"AWS9_DAY.txt\"\n",
    "\n",
    "# Load data (colum numbers: 4 = t2m, 8 = 10 m wind, 5 = surface temperature)\n",
    "aws4_t2m = aws_timeseries(aws4_path, 4) - 273.15\n",
    "aws4_ws10m = aws_timeseries(aws4_path, 8)\n",
    "aws4_ts = aws_timeseries(aws4_path, 5) - 273.15\n",
    "# aws4_ts = aws_timeseries(aws4_path, 6) - 273.15\n",
    "aws4_SHF = aws_timeseries(aws4_path, 15)\n",
    "aws4_LHF = aws_timeseries(aws4_path, 16)\n",
    "\n",
    "# Calculations\n",
    "aws4_tdiff = aws4_ts - aws4_t2m\n",
    "\n",
    "# Plot 2 meter temperature \n",
    "fig = plt.figure(figsize=(15,5))\n",
    "plt.plot(aws4_t2m)\n",
    "plt.title(\"2 m Temperature\", fontsize=14)\n",
    "plt.ylabel(\"Degrees C\", fontsize=14)\n",
    "plt.grid()\n",
    "\n",
    "# Plot 10 meter wind speed \n",
    "fig = plt.figure(figsize=(15,5))\n",
    "plt.plot(aws4_ws10m)\n",
    "plt.title(\"10 m Wind Speed\", fontsize=14)\n",
    "plt.ylabel(\"m/s\", fontsize=14)\n",
    "plt.grid()\n",
    "\n",
    "# Plot surface temperature minus 2 meter temperature\n",
    "fig = plt.figure(figsize=(15,5))\n",
    "plt.plot(aws4_tdiff)\n",
    "plt.title(\"Surface Temperature minus 2 m Temperature\", fontsize=14)\n",
    "plt.ylabel(\"Degrees C\", fontsize=14)\n",
    "plt.grid()\n",
    "\n",
    "# Plot wind speed vs temperature difference \n",
    "fig = plt.figure(figsize=(5,5))\n",
    "plt.scatter(aws4_ws10m, aws4_tdiff)\n",
    "plt.xlabel(\"10 m Wind Speed [m/s]\", fontsize=14)\n",
    "plt.ylabel(\"Surface Temperature minus 2 m Temperature [C]\", fontsize=14)\n",
    "plt.grid()\n",
    "\n",
    "# Plot sensible heat flux vs temperature difference\n",
    "fig = plt.figure(figsize=(5,5))\n",
    "plt.scatter(aws4_SHF, aws4_tdiff)\n",
    "plt.xlabel(\"Sensible Heat Flux [W/m^2]\", fontsize=14)\n",
    "plt.ylabel(\"Surface Temperature minus 2 m Temperature [C]\", fontsize=14)\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Problem 3 - Calculate Surface Temperature at AWS 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1278b22e8>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculate surface temperature 14\n",
    "aws4_OLWR = aws_timeseries(aws4_path, 14) \n",
    "aws4_ts_calc = np.power(aws4_OLWR / (0.97 * 5.67e-8), 0.25) - 273.15\n",
    "\n",
    "# Plot\n",
    "fig = plt.figure(figsize=(15,5))\n",
    "plt.plot(aws4_ts_calc, label='My Calculation')\n",
    "plt.plot(aws4_ts, label='Data Set Calculation')\n",
    "plt.title(\"Surface Temperature\", fontsize=14)\n",
    "plt.ylabel(\"Degrees C\", fontsize=14)\n",
    "plt.grid()\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Problem 4 - Radiative and Turbulent Fluxes\n",
    "#### 4.a. Seasonal Cycles: Radiative fluxes have a strong seasonal cycle, higher in the summer, lower in the winter due to the rising sun and warming of the atmosphere and snow surface. The sensible heat flux is also higher in winter. The ground heat flux appears to have no signficant seasonal cycle. Latent heat flux is either very small or zero in winter (no phasse changes) but then negative in summer. This can likely be explained by refreezing of surface meltwater or deposition. \n",
    "#### 4.b. Similarities and Differences: Both sites have a strong seasonal cycle in shortwave radiation because of their high latitude, however AWS 9 has significantly higher incoming SWR because of higher elevation, despite a more southerly latitude. AWS 4 has higher longwave fluxes because of a warmer climate regime. In summer AWS 4 has a larger SHF because of a warmer atmosphere, however, the SHF can be positive in winter as both sites, indicating the atmosphere can be warmer than the surface (surface inversion) at both locations. The LHF is larger in magnitude at AWS 4 because of either larger meltwater refreezing or deposition. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'W/m^2')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load data and perform 10 day running means\n",
    "aws4_ISWR = aws_timeseries(aws4_path, 11).rolling(window=10).mean()\n",
    "aws4_OSWR = aws_timeseries(aws4_path, 12).rolling(window=10).mean()\n",
    "aws4_ILWR = aws_timeseries(aws4_path, 13).rolling(window=10).mean()\n",
    "aws4_OLWR = aws_timeseries(aws4_path, 14).rolling(window=10).mean() \n",
    "aws4_SHF = aws_timeseries(aws4_path, 15).rolling(window=10).mean() \n",
    "aws4_LHF = aws_timeseries(aws4_path, 16).rolling(window=10).mean() \n",
    "aws4_GHF = aws_timeseries(aws4_path, 17).rolling(window=10).mean() \n",
    "\n",
    "aws9_ISWR = aws_timeseries(aws9_path, 11).rolling(window=10).mean() \n",
    "aws9_OSWR = aws_timeseries(aws9_path, 12).rolling(window=10).mean() \n",
    "aws9_ILWR = aws_timeseries(aws9_path, 13).rolling(window=10).mean() \n",
    "aws9_OLWR = aws_timeseries(aws9_path, 14).rolling(window=10).mean() \n",
    "aws9_SHF = aws_timeseries(aws9_path, 15).rolling(window=10).mean() \n",
    "aws9_LHF = aws_timeseries(aws9_path, 16).rolling(window=10).mean() \n",
    "aws9_GHF = aws_timeseries(aws9_path, 17).rolling(window=10).mean() \n",
    "\n",
    "# Plot AWS 4\n",
    "fig = plt.figure(figsize=(15,5))\n",
    "plt.plot(aws4_ISWR, 'r', label=\"ISWR\")\n",
    "plt.plot(aws4_OSWR, 'b', label=\"OSWR\")\n",
    "plt.plot(aws4_ILWR, 'k', label=\"ILWR\")\n",
    "plt.plot(aws4_OLWR, 'c', label=\"OLWR\")\n",
    "plt.plot(aws4_SHF, 'g', label=\"SHF\")\n",
    "plt.plot(aws4_LHF, 'y', label=\"LHF\")\n",
    "\n",
    "# Plot AWS 9\n",
    "plt.plot(aws9_ISWR, 'r--')\n",
    "plt.plot(aws9_OSWR, 'b--')\n",
    "plt.plot(aws9_ILWR, 'k--')\n",
    "plt.plot(aws9_OLWR, 'c--')\n",
    "plt.plot(aws9_SHF, 'g--')\n",
    "plt.plot(aws9_LHF, 'y--')\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.title(\"Radiative and Turbulent Fluxes - AWS 4 Solid - AWS 9 - Dashed\", fontsize=14)\n",
    "plt.ylabel(\"W/m^2\", fontsize=14)\n",
    "\n",
    "# Plot AWS 9 zoom on on turbylent fluxes\n",
    "fig = plt.figure(figsize=(15,5))\n",
    "plt.plot(aws4_ISWR, 'r', label=\"ISWR\")\n",
    "plt.plot(aws4_OSWR, 'b', label=\"OSWR\")\n",
    "plt.plot(aws4_ILWR, 'k', label=\"ILWR\")\n",
    "plt.plot(aws4_OLWR, 'c', label=\"OLWR\")\n",
    "plt.plot(aws4_SHF, 'g', label=\"SHF\")\n",
    "plt.plot(aws4_LHF, 'y', label=\"LHF\")\n",
    "\n",
    "# Plot AWS 9\n",
    "plt.plot(aws9_ISWR, 'r--')\n",
    "plt.plot(aws9_OSWR, 'b--')\n",
    "plt.plot(aws9_ILWR, 'k--')\n",
    "plt.plot(aws9_OLWR, 'c--')\n",
    "plt.plot(aws9_SHF, 'g--')\n",
    "plt.plot(aws9_LHF, 'y--')\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.ylim([-40, 40])\n",
    "plt.title(\"Radiative and Turbulent Fluxes - AWS 4 Solid - AWS 9 - Dashed\", fontsize=14)\n",
    "plt.ylabel(\"W/m^2\", fontsize=14)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Problem 5 - Surface Energy Balance\n",
    "#### The surface energy balance is typically zero meaning that the surface is in thermal equilibrium. Surface energy balance is positive on some days because the outgoing longwave cannot keep up with the other fluxes, snow cannot heat up past zero degrees! On days with a positive SEB, the excess energy goes to melt or sublimation. I'm very surprised to see sustained positive SEB in winter at AWS 4. I think this is likely some sort of processing or instrument error as air temperature are well below zero durring these times. Or could a positive SEB be attributed to sublimation of surface snow?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Degrees C')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Caclulate SEB\n",
    "aws4_SEB = aws4_ISWR - aws4_OSWR + aws4_ILWR - aws4_OLWR + aws4_SHF + aws4_LHF + aws4_GHF\n",
    "aws9_SEB = aws9_ISWR - aws9_OSWR + aws9_ILWR - aws9_OLWR + aws9_SHF + aws9_LHF + aws9_GHF\n",
    "\n",
    "# Plot SEB\n",
    "fig = plt.figure(figsize=(15,5))\n",
    "plt.plot(aws4_SEB, 'b', label=\"AWS 4\")\n",
    "plt.plot(aws9_SEB, 'r', label=\"AWS 9\")\n",
    "plt.grid()\n",
    "plt.legend()\n",
    "plt.title(\"Surface Energy Balance\", fontsize=14)\n",
    "plt.ylabel(\"W/m^2\", fontsize=14)\n",
    "\n",
    "# Plot surface temperature\n",
    "aws9_ts = aws_timeseries(aws9_path, 5) - 273.15\n",
    "fig = plt.figure(figsize=(15,5))\n",
    "plt.plot(aws4_ts, 'b', label=\"AWS 4\")\n",
    "plt.plot(aws9_ts, 'r', label=\"AWS 9\")\n",
    "plt.grid()\n",
    "plt.legend()\n",
    "plt.title(\"Surface Temperature\", fontsize=14)\n",
    "plt.ylabel(\"Degrees C\", fontsize=14)\n",
    "\n",
    "# Plot air temperature at AWS 4\n",
    "fig = plt.figure(figsize=(15,5))\n",
    "plt.plot(aws4_t2m)\n",
    "plt.grid()\n",
    "plt.title(\"AWS 4 2 m Air Temperature\", fontsize=14)\n",
    "plt.ylabel(\"Degrees C\", fontsize=14)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Problem 6 - Albedo\n",
    "#### Note that I am plotting 10 day running means. For this analysis I focus on high summer (defined as January, February, November, and December) as this is when surface melting is most likely to occur, also becuase albedo is poorly defined in winter (dividing by zero). AWS 9 tends to have lower surface albedo than AWS 4. I actually find this a bit surprising given the higher solar zenith angles at AWS 9 and that surface melt at AWS 4 is much more likely than at AWS 9. However, perhaps more frequent fresh snowfall and therefore smaller snow grains could explain the generally higher surface albedo at AWS 4. Notebally AWS 4 has more albedo variability, perhaps because more frequent cycles of surface melt and new snowfall. Interestingly, at both stations albedo decreases moving closer to the middle of summer. I wonder if this is because of melt or becuase lower solar zenith angles. You can see that periods of surface melting at AWS 4 correspond to reductions in surface albedo, whereas AWS 9 does not have surface melting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Degrees C')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load data\n",
    "aws4_ISWR = aws_timeseries(aws4_path, 11).rolling(window=10).mean()\n",
    "aws4_OSWR = aws_timeseries(aws4_path, 12).rolling(window=10).mean() \n",
    "aws9_ISWR = aws_timeseries(aws9_path, 11).rolling(window=10).mean() \n",
    "aws9_OSWR = aws_timeseries(aws9_path, 12).rolling(window=10).mean() \n",
    "\n",
    "# Calculate albedo\n",
    "aws4_albedo = aws4_OSWR / aws4_ISWR\n",
    "aws9_albedo = aws9_OSWR / aws9_ISWR\n",
    "\n",
    "# Plot\n",
    "fig = plt.figure(figsize=(15,5))\n",
    "plt.plot(aws4_albedo, label=\"AWS 4\")\n",
    "plt.plot(aws9_albedo, label=\"AWS 9\")\n",
    "plt.ylabel(\"Albedo\", fontsize=14)\n",
    "plt.grid()\n",
    "plt.legend()\n",
    "\n",
    "# Plot surface temperature \n",
    "fig = plt.figure(figsize=(15,5))\n",
    "plt.plot(aws4_ts, 'b', label=\"AWS 4\")\n",
    "plt.plot(aws9_ts, 'r', label=\"AWS 9\")\n",
    "plt.grid()\n",
    "plt.legend()\n",
    "plt.title(\"Surface Temperature\", fontsize=14)\n",
    "plt.ylabel(\"Degrees C\", fontsize=14)"
   ]
  }
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